Macrophages drive key immune processes including inflammation, tissue repair, and tumorigenesis via distinct polarization states whose accurate identification is vital for diagnosis and immunotherapy. However, methods like RNA sequencing and flow cytometry are often costly, time-consuming, and unable to enable real-time, label-free, high-throughput detection.